
(FPCore (a b angle x-scale y-scale)
:precision binary64
(let* ((t_0 (* (/ angle 180.0) PI))
(t_1 (sin t_0))
(t_2 (cos t_0))
(t_3
(/
(/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) t_1) t_2) x-scale)
y-scale)))
(-
(* t_3 t_3)
(*
(*
4.0
(/ (/ (+ (pow (* a t_1) 2.0) (pow (* b t_2) 2.0)) x-scale) x-scale))
(/ (/ (+ (pow (* a t_2) 2.0) (pow (* b t_1) 2.0)) y-scale) y-scale)))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (angle / 180.0) * ((double) M_PI);
double t_1 = sin(t_0);
double t_2 = cos(t_0);
double t_3 = ((((2.0 * (pow(b, 2.0) - pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale;
return (t_3 * t_3) - ((4.0 * (((pow((a * t_1), 2.0) + pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((pow((a * t_2), 2.0) + pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale));
}
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (angle / 180.0) * Math.PI;
double t_1 = Math.sin(t_0);
double t_2 = Math.cos(t_0);
double t_3 = ((((2.0 * (Math.pow(b, 2.0) - Math.pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale;
return (t_3 * t_3) - ((4.0 * (((Math.pow((a * t_1), 2.0) + Math.pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((Math.pow((a * t_2), 2.0) + Math.pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale));
}
def code(a, b, angle, x_45_scale, y_45_scale): t_0 = (angle / 180.0) * math.pi t_1 = math.sin(t_0) t_2 = math.cos(t_0) t_3 = ((((2.0 * (math.pow(b, 2.0) - math.pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale return (t_3 * t_3) - ((4.0 * (((math.pow((a * t_1), 2.0) + math.pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((math.pow((a * t_2), 2.0) + math.pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale))
function code(a, b, angle, x_45_scale, y_45_scale) t_0 = Float64(Float64(angle / 180.0) * pi) t_1 = sin(t_0) t_2 = cos(t_0) t_3 = Float64(Float64(Float64(Float64(Float64(2.0 * Float64((b ^ 2.0) - (a ^ 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale) return Float64(Float64(t_3 * t_3) - Float64(Float64(4.0 * Float64(Float64(Float64((Float64(a * t_1) ^ 2.0) + (Float64(b * t_2) ^ 2.0)) / x_45_scale) / x_45_scale)) * Float64(Float64(Float64((Float64(a * t_2) ^ 2.0) + (Float64(b * t_1) ^ 2.0)) / y_45_scale) / y_45_scale))) end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) t_0 = (angle / 180.0) * pi; t_1 = sin(t_0); t_2 = cos(t_0); t_3 = ((((2.0 * ((b ^ 2.0) - (a ^ 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale; tmp = (t_3 * t_3) - ((4.0 * (((((a * t_1) ^ 2.0) + ((b * t_2) ^ 2.0)) / x_45_scale) / x_45_scale)) * (((((a * t_2) ^ 2.0) + ((b * t_1) ^ 2.0)) / y_45_scale) / y_45_scale)); end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := Block[{t$95$0 = N[(N[(angle / 180.0), $MachinePrecision] * Pi), $MachinePrecision]}, Block[{t$95$1 = N[Sin[t$95$0], $MachinePrecision]}, Block[{t$95$2 = N[Cos[t$95$0], $MachinePrecision]}, Block[{t$95$3 = N[(N[(N[(N[(N[(2.0 * N[(N[Power[b, 2.0], $MachinePrecision] - N[Power[a, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * t$95$1), $MachinePrecision] * t$95$2), $MachinePrecision] / x$45$scale), $MachinePrecision] / y$45$scale), $MachinePrecision]}, N[(N[(t$95$3 * t$95$3), $MachinePrecision] - N[(N[(4.0 * N[(N[(N[(N[Power[N[(a * t$95$1), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(b * t$95$2), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / x$45$scale), $MachinePrecision] / x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[Power[N[(a * t$95$2), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(b * t$95$1), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / y$45$scale), $MachinePrecision] / y$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \pi\\
t_1 := \sin t_0\\
t_2 := \cos t_0\\
t_3 := \frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot t_1\right) \cdot t_2}{x-scale}}{y-scale}\\
t_3 \cdot t_3 - \left(4 \cdot \frac{\frac{{\left(a \cdot t_1\right)}^{2} + {\left(b \cdot t_2\right)}^{2}}{x-scale}}{x-scale}\right) \cdot \frac{\frac{{\left(a \cdot t_2\right)}^{2} + {\left(b \cdot t_1\right)}^{2}}{y-scale}}{y-scale}
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 4 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b angle x-scale y-scale)
:precision binary64
(let* ((t_0 (* (/ angle 180.0) PI))
(t_1 (sin t_0))
(t_2 (cos t_0))
(t_3
(/
(/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) t_1) t_2) x-scale)
y-scale)))
(-
(* t_3 t_3)
(*
(*
4.0
(/ (/ (+ (pow (* a t_1) 2.0) (pow (* b t_2) 2.0)) x-scale) x-scale))
(/ (/ (+ (pow (* a t_2) 2.0) (pow (* b t_1) 2.0)) y-scale) y-scale)))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (angle / 180.0) * ((double) M_PI);
double t_1 = sin(t_0);
double t_2 = cos(t_0);
double t_3 = ((((2.0 * (pow(b, 2.0) - pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale;
return (t_3 * t_3) - ((4.0 * (((pow((a * t_1), 2.0) + pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((pow((a * t_2), 2.0) + pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale));
}
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (angle / 180.0) * Math.PI;
double t_1 = Math.sin(t_0);
double t_2 = Math.cos(t_0);
double t_3 = ((((2.0 * (Math.pow(b, 2.0) - Math.pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale;
return (t_3 * t_3) - ((4.0 * (((Math.pow((a * t_1), 2.0) + Math.pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((Math.pow((a * t_2), 2.0) + Math.pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale));
}
def code(a, b, angle, x_45_scale, y_45_scale): t_0 = (angle / 180.0) * math.pi t_1 = math.sin(t_0) t_2 = math.cos(t_0) t_3 = ((((2.0 * (math.pow(b, 2.0) - math.pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale return (t_3 * t_3) - ((4.0 * (((math.pow((a * t_1), 2.0) + math.pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((math.pow((a * t_2), 2.0) + math.pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale))
function code(a, b, angle, x_45_scale, y_45_scale) t_0 = Float64(Float64(angle / 180.0) * pi) t_1 = sin(t_0) t_2 = cos(t_0) t_3 = Float64(Float64(Float64(Float64(Float64(2.0 * Float64((b ^ 2.0) - (a ^ 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale) return Float64(Float64(t_3 * t_3) - Float64(Float64(4.0 * Float64(Float64(Float64((Float64(a * t_1) ^ 2.0) + (Float64(b * t_2) ^ 2.0)) / x_45_scale) / x_45_scale)) * Float64(Float64(Float64((Float64(a * t_2) ^ 2.0) + (Float64(b * t_1) ^ 2.0)) / y_45_scale) / y_45_scale))) end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) t_0 = (angle / 180.0) * pi; t_1 = sin(t_0); t_2 = cos(t_0); t_3 = ((((2.0 * ((b ^ 2.0) - (a ^ 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale; tmp = (t_3 * t_3) - ((4.0 * (((((a * t_1) ^ 2.0) + ((b * t_2) ^ 2.0)) / x_45_scale) / x_45_scale)) * (((((a * t_2) ^ 2.0) + ((b * t_1) ^ 2.0)) / y_45_scale) / y_45_scale)); end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := Block[{t$95$0 = N[(N[(angle / 180.0), $MachinePrecision] * Pi), $MachinePrecision]}, Block[{t$95$1 = N[Sin[t$95$0], $MachinePrecision]}, Block[{t$95$2 = N[Cos[t$95$0], $MachinePrecision]}, Block[{t$95$3 = N[(N[(N[(N[(N[(2.0 * N[(N[Power[b, 2.0], $MachinePrecision] - N[Power[a, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * t$95$1), $MachinePrecision] * t$95$2), $MachinePrecision] / x$45$scale), $MachinePrecision] / y$45$scale), $MachinePrecision]}, N[(N[(t$95$3 * t$95$3), $MachinePrecision] - N[(N[(4.0 * N[(N[(N[(N[Power[N[(a * t$95$1), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(b * t$95$2), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / x$45$scale), $MachinePrecision] / x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[Power[N[(a * t$95$2), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(b * t$95$1), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / y$45$scale), $MachinePrecision] / y$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \pi\\
t_1 := \sin t_0\\
t_2 := \cos t_0\\
t_3 := \frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot t_1\right) \cdot t_2}{x-scale}}{y-scale}\\
t_3 \cdot t_3 - \left(4 \cdot \frac{\frac{{\left(a \cdot t_1\right)}^{2} + {\left(b \cdot t_2\right)}^{2}}{x-scale}}{x-scale}\right) \cdot \frac{\frac{{\left(a \cdot t_2\right)}^{2} + {\left(b \cdot t_1\right)}^{2}}{y-scale}}{y-scale}
\end{array}
\end{array}
(FPCore (a b angle x-scale y-scale) :precision binary64 (let* ((t_0 (* (/ a x-scale) (/ b y-scale)))) (* -4.0 (* t_0 t_0))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (a / x_45_scale) * (b / y_45_scale);
return -4.0 * (t_0 * t_0);
}
real(8) function code(a, b, angle, x_45scale, y_45scale)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: angle
real(8), intent (in) :: x_45scale
real(8), intent (in) :: y_45scale
real(8) :: t_0
t_0 = (a / x_45scale) * (b / y_45scale)
code = (-4.0d0) * (t_0 * t_0)
end function
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (a / x_45_scale) * (b / y_45_scale);
return -4.0 * (t_0 * t_0);
}
def code(a, b, angle, x_45_scale, y_45_scale): t_0 = (a / x_45_scale) * (b / y_45_scale) return -4.0 * (t_0 * t_0)
function code(a, b, angle, x_45_scale, y_45_scale) t_0 = Float64(Float64(a / x_45_scale) * Float64(b / y_45_scale)) return Float64(-4.0 * Float64(t_0 * t_0)) end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) t_0 = (a / x_45_scale) * (b / y_45_scale); tmp = -4.0 * (t_0 * t_0); end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := Block[{t$95$0 = N[(N[(a / x$45$scale), $MachinePrecision] * N[(b / y$45$scale), $MachinePrecision]), $MachinePrecision]}, N[(-4.0 * N[(t$95$0 * t$95$0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{a}{x-scale} \cdot \frac{b}{y-scale}\\
-4 \cdot \left(t_0 \cdot t_0\right)
\end{array}
\end{array}
Initial program 20.3%
Taylor expanded in angle around 0 46.8%
associate-*r/46.8%
*-commutative46.8%
associate-*r/46.8%
times-frac46.4%
unpow246.4%
unpow246.4%
unpow246.4%
unpow246.4%
Simplified46.4%
associate-*l/48.0%
times-frac61.0%
Applied egg-rr61.0%
associate-*l/59.5%
add-sqr-sqrt59.4%
sqrt-prod59.5%
times-frac59.5%
sqrt-prod33.6%
add-sqr-sqrt41.1%
sqrt-prod21.0%
add-sqr-sqrt40.2%
sqrt-prod40.1%
times-frac51.3%
sqrt-prod32.3%
add-sqr-sqrt55.9%
sqrt-prod50.4%
add-sqr-sqrt94.1%
Applied egg-rr94.1%
Final simplification94.1%
(FPCore (a b angle x-scale y-scale) :precision binary64 (* -4.0 (* (* a (/ a x-scale)) (* (/ b y-scale) (/ (/ b y-scale) x-scale)))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return -4.0 * ((a * (a / x_45_scale)) * ((b / y_45_scale) * ((b / y_45_scale) / x_45_scale)));
}
real(8) function code(a, b, angle, x_45scale, y_45scale)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: angle
real(8), intent (in) :: x_45scale
real(8), intent (in) :: y_45scale
code = (-4.0d0) * ((a * (a / x_45scale)) * ((b / y_45scale) * ((b / y_45scale) / x_45scale)))
end function
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return -4.0 * ((a * (a / x_45_scale)) * ((b / y_45_scale) * ((b / y_45_scale) / x_45_scale)));
}
def code(a, b, angle, x_45_scale, y_45_scale): return -4.0 * ((a * (a / x_45_scale)) * ((b / y_45_scale) * ((b / y_45_scale) / x_45_scale)))
function code(a, b, angle, x_45_scale, y_45_scale) return Float64(-4.0 * Float64(Float64(a * Float64(a / x_45_scale)) * Float64(Float64(b / y_45_scale) * Float64(Float64(b / y_45_scale) / x_45_scale)))) end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) tmp = -4.0 * ((a * (a / x_45_scale)) * ((b / y_45_scale) * ((b / y_45_scale) / x_45_scale))); end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := N[(-4.0 * N[(N[(a * N[(a / x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[(b / y$45$scale), $MachinePrecision] * N[(N[(b / y$45$scale), $MachinePrecision] / x$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-4 \cdot \left(\left(a \cdot \frac{a}{x-scale}\right) \cdot \left(\frac{b}{y-scale} \cdot \frac{\frac{b}{y-scale}}{x-scale}\right)\right)
\end{array}
Initial program 20.3%
Taylor expanded in angle around 0 46.8%
times-frac48.6%
unpow248.6%
unpow248.6%
unpow248.6%
unpow248.6%
Simplified48.6%
associate-*r/48.7%
times-frac61.9%
Applied egg-rr61.9%
unswap-sqr75.3%
associate-*l/73.5%
associate-*r/74.5%
associate-*l/73.5%
associate-*r/75.3%
unswap-sqr61.0%
unpow261.0%
times-frac69.4%
unpow269.4%
associate-*r/74.2%
associate-/l*79.8%
Simplified79.8%
associate-/r/79.8%
Applied egg-rr79.8%
Final simplification79.8%
(FPCore (a b angle x-scale y-scale) :precision binary64 (* -4.0 (* (* a (/ a x-scale)) (/ (/ b y-scale) (/ x-scale (/ b y-scale))))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return -4.0 * ((a * (a / x_45_scale)) * ((b / y_45_scale) / (x_45_scale / (b / y_45_scale))));
}
real(8) function code(a, b, angle, x_45scale, y_45scale)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: angle
real(8), intent (in) :: x_45scale
real(8), intent (in) :: y_45scale
code = (-4.0d0) * ((a * (a / x_45scale)) * ((b / y_45scale) / (x_45scale / (b / y_45scale))))
end function
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return -4.0 * ((a * (a / x_45_scale)) * ((b / y_45_scale) / (x_45_scale / (b / y_45_scale))));
}
def code(a, b, angle, x_45_scale, y_45_scale): return -4.0 * ((a * (a / x_45_scale)) * ((b / y_45_scale) / (x_45_scale / (b / y_45_scale))))
function code(a, b, angle, x_45_scale, y_45_scale) return Float64(-4.0 * Float64(Float64(a * Float64(a / x_45_scale)) * Float64(Float64(b / y_45_scale) / Float64(x_45_scale / Float64(b / y_45_scale))))) end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) tmp = -4.0 * ((a * (a / x_45_scale)) * ((b / y_45_scale) / (x_45_scale / (b / y_45_scale)))); end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := N[(-4.0 * N[(N[(a * N[(a / x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[(b / y$45$scale), $MachinePrecision] / N[(x$45$scale / N[(b / y$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-4 \cdot \left(\left(a \cdot \frac{a}{x-scale}\right) \cdot \frac{\frac{b}{y-scale}}{\frac{x-scale}{\frac{b}{y-scale}}}\right)
\end{array}
Initial program 20.3%
Taylor expanded in angle around 0 46.8%
times-frac48.6%
unpow248.6%
unpow248.6%
unpow248.6%
unpow248.6%
Simplified48.6%
associate-*r/48.7%
times-frac61.9%
Applied egg-rr61.9%
unswap-sqr75.3%
associate-*l/73.5%
associate-*r/74.5%
associate-*l/73.5%
associate-*r/75.3%
unswap-sqr61.0%
unpow261.0%
times-frac69.4%
unpow269.4%
associate-*r/74.2%
associate-/l*79.8%
Simplified79.8%
Final simplification79.8%
(FPCore (a b angle x-scale y-scale) :precision binary64 0.0)
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return 0.0;
}
real(8) function code(a, b, angle, x_45scale, y_45scale)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: angle
real(8), intent (in) :: x_45scale
real(8), intent (in) :: y_45scale
code = 0.0d0
end function
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return 0.0;
}
def code(a, b, angle, x_45_scale, y_45_scale): return 0.0
function code(a, b, angle, x_45_scale, y_45_scale) return 0.0 end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) tmp = 0.0; end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 20.3%
fma-neg20.9%
Simplified16.6%
Taylor expanded in b around 0 17.9%
*-commutative17.9%
*-commutative17.9%
*-commutative17.9%
distribute-lft-out17.9%
Simplified31.2%
Final simplification31.2%
herbie shell --seed 2023199
(FPCore (a b angle x-scale y-scale)
:name "Simplification of discriminant from scale-rotated-ellipse"
:precision binary64
(- (* (/ (/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) (sin (* (/ angle 180.0) PI))) (cos (* (/ angle 180.0) PI))) x-scale) y-scale) (/ (/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) (sin (* (/ angle 180.0) PI))) (cos (* (/ angle 180.0) PI))) x-scale) y-scale)) (* (* 4.0 (/ (/ (+ (pow (* a (sin (* (/ angle 180.0) PI))) 2.0) (pow (* b (cos (* (/ angle 180.0) PI))) 2.0)) x-scale) x-scale)) (/ (/ (+ (pow (* a (cos (* (/ angle 180.0) PI))) 2.0) (pow (* b (sin (* (/ angle 180.0) PI))) 2.0)) y-scale) y-scale))))